Took a few days off X and came back to everyone fighting about incremental attribution
So here's the simple version:
When you open your dashboard
Meta claims a number
Google claims a number
Klaviyo claims a number
Add them up and the total is higher than what Shopify revenue is
Nobody's lying. They're all counting the same sale.
That's the problem incrementality exists to solve.
Platform attribution asks: which ads did this buyer touch before purchasing?
Incrementality asks: would this purchase have happened anyway?
They're completely different questions
Clearest example is branded search
Someone googles your brand name
Your paid ad sits directly above your own organic listing They click the paid one
Google reports a conversion and a beautiful ROAS
You just paid for a click you were already getting for free.
Retargeting does the same thing
Someone adds to cart, sees your ad two days later, buys.
Meta takes the credit.
But that person also got your abandoned cart email, your SMS, and still had your tab open
That revenue was already yours
So use platform attribution for creative decisions
Ad A vs ad B inside the same inflated system is still a fair comparison
And use incremental attribution for budget decisions
Long form Crazy Drama Ai Ads are absolutely ripping for us
Launched this ad few months back and it's still the top spender for a supplement brand
If you haven't tried it yet give this a shot
Crazy Drama Ads might be your next winner
I posted about AI Song Ads a month ago. It went super viral and now Iman Gadzi taking it over to the coaching industry
Bro's using hooks from Reddit confessions and driving traffic to the advertorial page is quite a smart move lol
AI Song Ads + advertorial = $$$
If you're doing ecom and still sleeping on AI Song Ads idk what the fuck you're doing
I flew 8 hours to Bali just for this MRR Mastery Bali Mastermind
Props to @mrbrandowner and @der_remo for hosting such a dope mastermind for the first time
It opened up a lot of opportunities, network of like-minded people, new ideas like crazy
Also met @ecomrickys at the mastermind
Super humble guy, we got drunk at the dinner but still he was dropping the sauce
Bro鈥檚 not a gatekeeper for real
It was such a cool experience meeting a lot of guys doing Ecom and MRR
Now time for a generational lock in
Launched the new iteration using the same Song with different visuals today
Already started printing at 5X ROAS
Suno Ai Song Ad is the game for real













